Indian Institute of Information Technology, Allahabad
Department of Information Technology
Course Syllabus
1. Name of the Course: Mathematics for IT
2. LTP structure of the course: 2-2-0
3. Objective of the course: This course covers Linear algebra; Matrix theory and probability (discrete & continuous) for information technology. Objective is to give fundamental knowledge to students and application on IT with more emphasis on problem solving.
4. Outcome of the course: Students will learn fundamentals and able to apply these knowledge in practical problems.
5. Course Plan:
Unit | Topics for Coverage | ||
Component 1 | Unit 1 | Linear Algebra | Systems of linear equations; Row reduction and echelon forms; Matrix operations, including inverses; Linear dependence and independence; Subspaces and bases and dimensions; Orthogonal bases and orthogonal projections; Gram-Schmidt process; Projections; Linear models and least-squares problems; Determinants and their properties. |
Unit 2 | Eigenvalues and eigenvectors; Diagonalization of a matrix; Symmetric matrices; Positive definite matrices; Similar matrices; Linear transformations; Singular Value Decomposition. | ||
Component 2 | Unit 3 | Probability | Events and Probability Spaces; Conditional Probability; Independence; Random Variables and Distributions; Expectation |
Unit 4 | Limit Theorems, Deviations; Markov Chains; Random Walks. |
6. Text Book:
7. References: